{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import sys, os\n",
    "import IPython.display as ipd\n",
    "import torch\n",
    "import numpy as np\n",
    "import torchaudio\n",
    "\n",
    "import librosa, librosa.display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from fastai.vision.all import *\n",
    "from fastai.data.all import *\n",
    "\n",
    "from hparams import hp\n",
    "from networks.speaker_embedder import SpeakerEmbedderGRU\n",
    "from networks.ge2e_loss import GE2ELoss\n",
    "\n",
    "device = torch.device('cuda')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data construction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MelSpecGroup(tuple):\n",
    "    ds_dirs = {\n",
    "        'vctk': Path('PATH TO FOLDER OF PRECOMPUTED MEL-SPECTROGRAMS FOR VCTK DATASET'),\n",
    "        'librispeech': Path('PATH TO FOLDER OF PRECOMPUTED MEL-SPECTROGRAMS FOR LIBRISPEECH DATASET'),\n",
    "        'commonvoice': Path('PATH TO FOLDER OF PRECOMPUTED MEL-SPECTROGRAMS FOR THE COMMON VOICE DATASET'),\n",
    "        'vcc': Path('PATH TO FOLDER OF PRECOMPUTED MEL-SPECTROGRAMS FOR VCC 2018 DATASET')\n",
    "    }\n",
    "\n",
    "    n_uttr = 6\n",
    "    replace=True\n",
    "    normalize = True\n",
    "    min_log_value = -11.52\n",
    "    \n",
    "    @classmethod\n",
    "    def normalize(cls, mspec):\n",
    "        _normer = -cls.min_log_value/2\n",
    "        return (mspec + _normer)/_normer\n",
    "    \n",
    "    @classmethod\n",
    "    def denormalize(cls, mspec):\n",
    "        _normer = -cls.min_log_value/2\n",
    "        return (mspec*_normer) - _normer\n",
    "    \n",
    "    @classmethod\n",
    "    def list_spk_names(cls):\n",
    "        names = []\n",
    "        for d in cls.ds_dirs: names.extend([s.name for s in cls.ds_dirs[d].iterdir() if s.is_dir()])\n",
    "        return names\n",
    "    \n",
    "    @classmethod\n",
    "    def create(cls, speaker_name):\n",
    "        if 'ls' in speaker_name:\n",
    "            dat_dir = cls.ds_dirs['librispeech']/speaker_name\n",
    "        elif 'cv-' in speaker_name:\n",
    "            dat_dir = cls.ds_dirs['commonvoice']/speaker_name\n",
    "        elif 'VCC' in speaker_name:\n",
    "            dat_dir = cls.ds_dirs['vcc']/speaker_name\n",
    "        else:\n",
    "            dat_dir = cls.ds_dirs['vctk']/speaker_name\n",
    "        choice = np.random.choice(list(dat_dir.iterdir()), size=MelSpecGroup.n_uttr, replace=MelSpecGroup.replace)\n",
    "        if choice[0].suffix == '.npy':\n",
    "            mceps = [torch.from_numpy(np.load(str(o))).to(device) for o in choice] # each element is (n_mels=80, T)\n",
    "        else:\n",
    "            try:\n",
    "                mceps = [torch.load(str(o), map_location=device) for o in choice]\n",
    "            except Exception as e:\n",
    "                print(\"Detected error as \", e, '[UNPICKLING ERROR]')\n",
    "                print(\"Dumping files... \", choice)\n",
    "        # We might want to normalize stuff here.... TODO\n",
    "        for m in mceps:\n",
    "            if m.numel() == 0 or len(m.shape) > 2:\n",
    "                print('>>>>>>>>>> ', speaker_name)\n",
    "                print(\"Reading files \", choice)\n",
    "                raise AssertionError()\n",
    "\n",
    "        return cls(tuple(TensorImage(m) for m in mceps))\n",
    "    \n",
    "def MelSpecBlock(): \n",
    "    return TransformBlock(type_tfms  = MelSpecGroup.create, item_tfms=[])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18067\n"
     ]
    }
   ],
   "source": [
    "spk_names = MelSpecGroup.list_spk_names()\n",
    "print(len(spk_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dblock = DataBlock(\n",
    "    blocks    = (MelSpecBlock, CategoryBlock(vocab=spk_names)),\n",
    "#     get_items = lambda x: (x, x), \n",
    "#     get_x     = lambda t : t[0],\n",
    "#     get_y     = lambda t : t[1])\n",
    "    splitter  = RandomSplitter(valid_pct=0.05, seed=6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_length_min = 96#128\n",
    "sample_length_max = 288#312\n",
    "\n",
    "def _trim_pad_mceps(mceps, required_length, pad_mode='constant'):\n",
    "    \"\"\" Pads or trims each mcep in `mceps` to be `required_length`. A trim is randomly sampled, a pad is done with `pad_mode`\"\"\"\n",
    "    rrers = []\n",
    "    for m in mceps:\n",
    "        if m.shape[-1] < required_length:\n",
    "            pad_num = max(required_length - m.shape[-1], 0)\n",
    "            num_pad_left = pad_num // 2\n",
    "            num_pad_right = pad_num - num_pad_left\n",
    "            if pad_mode == 'constant':\n",
    "                k = F.pad(m[None], (num_pad_left, num_pad_right), mode=pad_mode, value=m.min())[0]\n",
    "            else:\n",
    "                k = F.pad(m[None], (num_pad_left, num_pad_right), mode=pad_mode)[0]\n",
    "            rrers.append(k)\n",
    "        else:\n",
    "            s = torch.randint(0, int(m.shape[-1] - required_length + 1), (1, ))\n",
    "            rrers.append(m[:, s:s+required_length])\n",
    "    return MelSpecGroup(tuple(rrers))\n",
    "            \n",
    "\n",
    "def create_batch(data):\n",
    "    batch_len = torch.randint(sample_length_min, sample_length_max+1, (1, ))\n",
    "    xs, ys = [], []\n",
    "    for d in data:\n",
    "        xs.append(torch.stack(_trim_pad_mceps(d[0], batch_len, pad_mode='constant'), dim=0))\n",
    "        ys.append(d[1])\n",
    "    xs = torch.stack(xs, dim=0)\n",
    "    \n",
    "    ## HERE IS WHERE WE NORMALIZE\n",
    "    if MelSpecGroup.normalize:\n",
    "        xs = MelSpecGroup.normalize(xs)\n",
    "    \n",
    "    ys = torch.stack(ys, dim=0)\n",
    "    return TensorBase(xs), TensorCategory(ys) # batch x is now (bs, n_uttr, n_mels, T_batch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = dblock.dataloaders(spk_names, bs=8, verbose=False, create_batch=create_batch , num_workers=0, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ge2e_show_batch(max_n=3):\n",
    "    xb, yb = dls.one_batch()\n",
    "    fig, axes = plt.subplots(ncols=MelSpecGroup.n_uttr, nrows=max_n, figsize=(20,6))\n",
    "    for i in range(max_n):\n",
    "        xs, ys = xb[i], yb[i]\n",
    "        for j, x in enumerate(xs):\n",
    "            librosa.display.specshow(x.cpu().numpy(), y_axis='mel', cmap='viridis', ax=axes[i,j])\n",
    "            axes[i,j].set_title(dls.vocab[ys])\n",
    "            axes[i,j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(TensorBase(1.3233, device='cuda:0'), TensorBase(-0.9988, device='cuda:0'))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xb, yb = dls.one_batch()\n",
    "xb.max(), xb.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ge2e_show_batch(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model and loss definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(TensorBase(1.2497, device='cuda:0'), TensorBase(-0.9988, device='cuda:0'))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx, yy = dls.one_batch()\n",
    "xx.max(), xx.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GradClip(Callback):\n",
    "    def after_backward(self): \n",
    "        nn.utils.clip_grad_norm_(self.learn.model.encoder.parameters(), 3.0)\n",
    "        nn.utils.clip_grad_norm_(self.learn.model.criterion.parameters(), 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GE2ELossWrapper(nn.Module):\n",
    "    \n",
    "    def __init__(self, enc, n_uttr_per_spk, device, method='softmax'):\n",
    "        super().__init__()\n",
    "        # we pick (w, b) = (10, -5) see 3. experiment  in ge2e paper\n",
    "        self.encoder = enc\n",
    "        self.criterion = GE2ELoss(device)\n",
    "        self.n_uttr = n_uttr_per_spk\n",
    "\n",
    "    def forward(self, inp):\n",
    "        bs, n_uttr_per_spk = inp.shape[:2]\n",
    "        n_mels, T = inp.shape[2:]\n",
    "        #inp = inp.view(bs*n_uttr_per_spk, T, n_mels) # swap (..., n_feat, seq_len) -> (..., seq_len, n_feat)\n",
    "        # The reshaping above does not work!!!\n",
    "        inp = inp.view(bs*n_uttr_per_spk, n_mels, T)\n",
    "        inp = inp.permute(0, 2, 1)\n",
    "        #print(inp.shape, inp.max(), inp.min())\n",
    "        perm = torch.randperm(bs*n_uttr_per_spk)\n",
    "        unperm = torch.zeros_like(perm)\n",
    "        for i,j in enumerate(perm):\n",
    "            unperm[j] = i\n",
    "            \n",
    "        inp = inp[perm]\n",
    "        output = self.encoder(inp)\n",
    "        output = output[unperm]\n",
    "        # output is (bs*n_uttr_per_spk, T, 256)\n",
    "        # First reshape it back to N, M, D\n",
    "        mult = output.shape[0]\n",
    "        \n",
    "        bs = mult // self.n_uttr\n",
    "        output = output.view(bs, self.n_uttr, 256)\n",
    "        loss = self.criterion(output)\n",
    "        return (loss, output) # pick the tuple during training, pick output during get_preds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def dummy_loss(pred, target):\n",
    "    #loss, output = pred\n",
    "    # if u want to get all preds\n",
    "#     return pred.sum()\n",
    "def dummy_loss(pred, target):\n",
    "    #during training\n",
    "    loss, output = pred\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "cbs = [GradClip()] #CSVLogger(append=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_train_losses = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('full_train_losses.pkl', 'rb') as handle:\n",
    "    full_train_losses = pickle.load(handle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = SpeakerEmbedderGRU().to(device)\n",
    "model = GE2ELossWrapper(encoder, MelSpecGroup.n_uttr, device)\n",
    "# model.encoder.reset()\n",
    "\n",
    "learn = Learner(dls, model, loss_func=dummy_loss, cbs=cbs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.model.encoder.load_state_dict(torch.load('./models/ge2e_encoder_waveglow3.pth'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.learner.Learner at 0x29c8e8cfb88>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# learn = learn.load('ge2e-melgan-1')\n",
    "# learn.save('done40epochs')\n",
    "learn.load('done38epochs-sub2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=5.248074739938602e-06, lr_steep=1.5848931980144698e-06)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>12.021286</td>\n",
       "      <td>10.987207</td>\n",
       "      <td>11:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>7.404379</td>\n",
       "      <td>6.908641</td>\n",
       "      <td>10:54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(2, 6e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>6.712125</td>\n",
       "      <td>6.833532</td>\n",
       "      <td>11:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>5.689308</td>\n",
       "      <td>5.428658</td>\n",
       "      <td>10:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(2, 3e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>6.282110</td>\n",
       "      <td>6.132824</td>\n",
       "      <td>10:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>5.982291</td>\n",
       "      <td>5.493028</td>\n",
       "      <td>10:50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(2, 2e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
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       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.122770</td>\n",
       "      <td>4.999795</td>\n",
       "      <td>10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.971440</td>\n",
       "      <td>4.993125</td>\n",
       "      <td>10:38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit(2, 6e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
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       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>4.567326</td>\n",
       "      <td>4.598802</td>\n",
       "      <td>20:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.942649</td>\n",
       "      <td>4.386112</td>\n",
       "      <td>19:42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit(2, 3e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.464830</td>\n",
       "      <td>2.589424</td>\n",
       "      <td>11:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.210540</td>\n",
       "      <td>2.853473</td>\n",
       "      <td>11:13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 3e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.335787</td>\n",
       "      <td>2.671042</td>\n",
       "      <td>10:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.272031</td>\n",
       "      <td>2.243389</td>\n",
       "      <td>11:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.270762</td>\n",
       "      <td>2.302779</td>\n",
       "      <td>11:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 2e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.587870</td>\n",
       "      <td>2.448438</td>\n",
       "      <td>10:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.908936</td>\n",
       "      <td>2.462976</td>\n",
       "      <td>11:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.095883</td>\n",
       "      <td>2.257174</td>\n",
       "      <td>11:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.372940</td>\n",
       "      <td>2.056555</td>\n",
       "      <td>10:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.012444</td>\n",
       "      <td>1.864491</td>\n",
       "      <td>11:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.035535</td>\n",
       "      <td>2.031913</td>\n",
       "      <td>11:27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 2e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.014152</td>\n",
       "      <td>2.121170</td>\n",
       "      <td>11:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.955325</td>\n",
       "      <td>2.295633</td>\n",
       "      <td>11:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.067038</td>\n",
       "      <td>2.282102</td>\n",
       "      <td>11:33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.800185</td>\n",
       "      <td>2.032683</td>\n",
       "      <td>10:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.726404</td>\n",
       "      <td>2.060774</td>\n",
       "      <td>10:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.868509</td>\n",
       "      <td>1.962369</td>\n",
       "      <td>10:35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 1.5e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.202704</td>\n",
       "      <td>2.329217</td>\n",
       "      <td>10:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.065837</td>\n",
       "      <td>1.898698</td>\n",
       "      <td>11:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.751642</td>\n",
       "      <td>2.200478</td>\n",
       "      <td>11:34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 2e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.411918</td>\n",
       "      <td>2.336329</td>\n",
       "      <td>21:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.191268</td>\n",
       "      <td>1.991500</td>\n",
       "      <td>22:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.752716</td>\n",
       "      <td>2.184080</td>\n",
       "      <td>20:57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(3, 3e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.836380</td>\n",
       "      <td>2.780645</td>\n",
       "      <td>07:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>3.809782</td>\n",
       "      <td>2.940755</td>\n",
       "      <td>07:32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# From old stuffs\n",
    "learn.fit_one_cycle(2, 6e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "running_train_losses = torch.stack(copy(learn.recorder.losses))\n",
    "full_train_losses.append(running_train_losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('full_train_losses.pkl', 'wb') as f:\n",
    "    pickle.dump(full_train_losses, f, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7faa10e0d210>]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grand_train_losses = torch.cat(full_train_losses, dim=0)\n",
    "plt.plot(grand_train_losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "xx, yy = dls.one_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorBase(-0.9988, device='cuda:0')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51.2 ms ± 1.7 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "learn.model(xx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "xx, yy = learn.dls.valid.one_batch()\n",
    "xx = xx.to(device)\n",
    "# learn.model(xx.to(device))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.dls.valid.shuffle = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "def show_pca_results(learnr, ds='valid', dim=3, method='tsne', Q_override=None):\n",
    "    old_bs = learn.dls.bs\n",
    "    if ds == 'valid':\n",
    "        xx, yy = learnr.dls.valid.one_batch()\n",
    "    else:\n",
    "        xx, yy = learnr.dls.train.one_batch()\n",
    "    learn.dls.bs = old_bs\n",
    "    #xx, yy = learn.dls.one_batch()\n",
    "    learnr.model.eval()\n",
    "    with torch.no_grad(): \n",
    "        print(xx.shape)\n",
    "        pred = learnr.model(xx.to(device))\n",
    "        if len(pred) == 2: pred = pred[1]\n",
    "        pred = pred.view(-1, 256)\n",
    "        print(pred.shape)\n",
    "        #pred = pred / torch.norm(pred, dim=1).unsqueeze(1)\n",
    "    if method == 'tsne':\n",
    "        tsmod = TSNE(n_components=dim, perplexity=5, metric='cosine')\n",
    "        x_proj = tsmod.fit_transform(pred.cpu().numpy())\n",
    "        mult = x_proj.shape[0]\n",
    "        bs = mult//MelSpecGroup.n_uttr\n",
    "        proj = x_proj.reshape(bs, MelSpecGroup.n_uttr, -1)\n",
    "    else:\n",
    "        means = pred.T.mean(dim=-1)[:, None]\n",
    "        u, s, vh = torch.svd(pred.T - means, some=True)\n",
    "        Q = u[:, :dim]\n",
    "        if Q_override is not None:\n",
    "            Q = Q_override[:, :dim].clone().to(device)\n",
    "        pca_proj = (Q.T@(pred.T - means)).T\n",
    "        mult = pca_proj.shape[0]\n",
    "        bs = mult//MelSpecGroup.n_uttr\n",
    "        proj = pca_proj.view(bs, MelSpecGroup.n_uttr, -1).cpu().numpy()\n",
    "    fig = plt.figure(figsize=(14, 8))\n",
    "    if dim == 3:\n",
    "        ax = fig.add_subplot(111, projection='3d')\n",
    "    else:\n",
    "        ax = fig.add_subplot(111)\n",
    "    print(yy)\n",
    "    for spk in proj:\n",
    "        \n",
    "        if dim == 3:\n",
    "            ax.scatter(spk[:, 0], spk[:, 1], spk[:, 2])\n",
    "        else:\n",
    "            ax.scatter(spk[:, 0], spk[:, 1])\n",
    "    ax.legend([spk_names[int(t)] for t in yy])\n",
    "    ax.grid(True)\n",
    "    #ax.set_title(f\"{method} projection of one test batch of utterance embeddings, colored by speaker\")\n",
    "    ax.set_xlabel(\"1st principal component\", fontsize=18)\n",
    "    ax.set_ylabel(\"2nd principal component\", fontsize=18)\n",
    "    if dim == 3: ax.set_zlabel(\"3rd principal component\")\n",
    "    fig.tight_layout()\n",
    "    return proj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({\n",
    "    \"text.usetex\": False,\n",
    "    \"font.family\": \"serif\",\n",
    "    \"font.serif\": [\"Computer Modern Roman\"],\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 6, 80, 115)\n",
      "torch.Size([48, 256])\n",
      "TensorCategory([10842, 10992,  6815,  3729,  7021,   874,  9568,  1443],\n",
      "       device='cuda:0', dtype=torch.int32)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = show_pca_results(learn, 'valid', 2, 'pca')\n",
    "# plt.savefig('ge2e_pca.eps', transparent=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 6, 80, 250)\n",
      "torch.Size([48, 256])\n",
      "TensorCategory([10842, 10992,  6815,  3729,  7021,   874,  9568,  1443],\n",
      "       device='cuda:0', dtype=torch.int32)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = show_pca_results(learn, 'valid', 2, 'tsne')\n",
    "plt.title(\"2D t-SNE projection of embeddings of utterances from several unseen speakers. Each embedding is colored by the speaker identity.\", fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.savefig('tsne-embedding.svg', transparent=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving model for inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc = learn.model.encoder\n",
    "enc.rnn_stack.flatten_parameters()\n",
    "torch.save(enc.state_dict(), './weights/gru-big.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "odict_keys(['rnn_stack.weight_ih_l0', 'rnn_stack.weight_hh_l0', 'rnn_stack.bias_ih_l0', 'rnn_stack.bias_hh_l0', 'rnn_stack.weight_ih_l1', 'rnn_stack.weight_hh_l1', 'rnn_stack.bias_ih_l1', 'rnn_stack.bias_hh_l1', 'rnn_stack.weight_ih_l2', 'rnn_stack.weight_hh_l2', 'rnn_stack.bias_ih_l2', 'rnn_stack.bias_hh_l2', 'projection.weight', 'projection.bias'])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enc.state_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
